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Proposal for a multimodal Jev that scores images against text

The author imagines extending Jev into a multimodal scoring model that returns a fit score for any image and freeform text, with calibration and yes/no judgments.

Lucas Beyer (bl16)
@giffmanaArchived 27 days agoOriginally posted 2026.10.01
Proposal for a multimodal Jev that scores images against text
Lucas Beyer (bl16) @giffmanaOriginally posted 2026.10.01
Open original on X

Guys hear me out: Jev, but multimodal! Imagine there was a model that you can give any image, and any set of freeform texts, and it would return you for each text, how well it fits the image. It could also do a set of yes/no (Noul) by using sigmoid in the right places. And the scores could be calibrated! I think i should be able to do this, though i might need to raise xxxM. But as one of the inventors of vision encoders but also one of their biggest haters because i know better, i can pull this off. And now imagine i would manage to open-weight it, wouldn't that be awesome? And EVEN BETTER, imagine i could do it with fewer than 1B params?! Maybe like 400m or so? I think I'm onto something here, wdyt??

x.com/giffmana/status/2105332852686508129Archived 2026.10.01 10:02